{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time, json\n",
    "import pandas as pd\n",
    "from pyecharts.charts import Geo,Map\n",
    "import pyecharts.options as opts\n",
    "from pyecharts.globals import ChartType"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>现有确诊</th>\n",
       "      <th>累计确诊</th>\n",
       "      <th>疑似病例</th>\n",
       "      <th>累计死亡</th>\n",
       "      <th>累计治愈</th>\n",
       "      <th>死亡率</th>\n",
       "      <th>治愈率</th>\n",
       "      <th>城市</th>\n",
       "      <th>省份</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1347</td>\n",
       "      <td>3849</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>2458</td>\n",
       "      <td>1.14</td>\n",
       "      <td>63.86</td>\n",
       "      <td>地区待确认</td>\n",
       "      <td>香港</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>634</td>\n",
       "      <td>716</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.45</td>\n",
       "      <td>乌鲁木齐</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>喀什</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>80.00</td>\n",
       "      <td>昌吉州</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>地区待确认</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>10.00</td>\n",
       "      <td>90.00</td>\n",
       "      <td>兵团第四师</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>吐鲁番</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>25.00</td>\n",
       "      <td>75.00</td>\n",
       "      <td>第八师石河子</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>25.00</td>\n",
       "      <td>75.00</td>\n",
       "      <td>兵团第九师</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>伊犁州</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>六师五家渠</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>兵团第十二师</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>巴州</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>第七师</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>阿克苏</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>91</td>\n",
       "      <td>110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.27</td>\n",
       "      <td>大连</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>91.18</td>\n",
       "      <td>境外输入</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>87.50</td>\n",
       "      <td>铁岭</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>8.33</td>\n",
       "      <td>91.67</td>\n",
       "      <td>葫芦岛</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>抚顺</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>16.67</td>\n",
       "      <td>83.33</td>\n",
       "      <td>朝阳市</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>丹东</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>沈阳</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>鞍山</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>锦州</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>盘锦</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>阜新</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>本溪</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>辽阳</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>营口</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>43</td>\n",
       "      <td>8.51</td>\n",
       "      <td>91.49</td>\n",
       "      <td>绥化</td>\n",
       "      <td>黑龙江</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>鹤岗</td>\n",
       "      <td>黑龙江</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>七台河</td>\n",
       "      <td>黑龙江</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>鸡西</td>\n",
       "      <td>黑龙江</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>伊春</td>\n",
       "      <td>黑龙江</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>佳木斯</td>\n",
       "      <td>黑龙江</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>境外输入</td>\n",
       "      <td>宁夏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>银川</td>\n",
       "      <td>宁夏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>吴忠</td>\n",
       "      <td>宁夏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>固原</td>\n",
       "      <td>宁夏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>中卫</td>\n",
       "      <td>宁夏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>石嘴山</td>\n",
       "      <td>宁夏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>宁东管委会</td>\n",
       "      <td>宁夏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>境外输入</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>宣城</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>池州</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>0</td>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>108</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>亳州</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>六安</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>宿州</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>0</td>\n",
       "      <td>155</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>155</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>阜阳</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>滁州</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>黄山</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>0</td>\n",
       "      <td>83</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>83</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>安庆</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>铜陵</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>淮北</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>马鞍山</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>淮南</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>0</td>\n",
       "      <td>160</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>155</td>\n",
       "      <td>3.12</td>\n",
       "      <td>96.88</td>\n",
       "      <td>蚌埠</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>芜湖</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>0</td>\n",
       "      <td>174</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>173</td>\n",
       "      <td>0.57</td>\n",
       "      <td>99.43</td>\n",
       "      <td>合肥</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>462 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     现有确诊  累计确诊  疑似病例  累计死亡  累计治愈   死亡率     治愈率     城市  省份\n",
       "0    1347  3849     0    44  2458  1.14   63.86  地区待确认  香港\n",
       "1     634   716     0     0    82  0.00   11.45   乌鲁木齐  新疆\n",
       "2       1     2     0     0     1  0.00   50.00     喀什  新疆\n",
       "3       1     5     0     0     4  0.00   80.00    昌吉州  新疆\n",
       "4       1     1     0     0     0  0.00    0.00  地区待确认  新疆\n",
       "..    ...   ...   ...   ...   ...   ...     ...    ...  ..\n",
       "457     0    38     0     0    38  0.00  100.00    马鞍山  安徽\n",
       "458     0    27     0     0    27  0.00  100.00     淮南  安徽\n",
       "459     0   160     0     5   155  3.12   96.88     蚌埠  安徽\n",
       "460     0    34     0     0    34  0.00  100.00     芜湖  安徽\n",
       "461     0   174     0     1   173  0.57   99.43     合肥  安徽\n",
       "\n",
       "[462 rows x 9 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_data = pd.read_csv('./china_city_data.csv', encoding='gbk')\n",
    "city_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>现有确诊</th>\n",
       "      <th>累计确诊</th>\n",
       "      <th>疑似病例</th>\n",
       "      <th>累计死亡</th>\n",
       "      <th>累计治愈</th>\n",
       "      <th>死亡率</th>\n",
       "      <th>治愈率</th>\n",
       "      <th>城市</th>\n",
       "      <th>省份</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>634</td>\n",
       "      <td>716</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.45</td>\n",
       "      <td>乌鲁木齐</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>喀什</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>80.00</td>\n",
       "      <td>昌吉州</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>10.00</td>\n",
       "      <td>90.00</td>\n",
       "      <td>兵团第四师</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>吐鲁番</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>25.00</td>\n",
       "      <td>75.00</td>\n",
       "      <td>第八师石河子</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>25.00</td>\n",
       "      <td>75.00</td>\n",
       "      <td>兵团第九师</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>伊犁州</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>六师五家渠</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>兵团第十二师</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>巴州</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>第七师</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>阿克苏</td>\n",
       "      <td>新疆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>91</td>\n",
       "      <td>110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.27</td>\n",
       "      <td>大连</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>87.50</td>\n",
       "      <td>铁岭</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>8.33</td>\n",
       "      <td>91.67</td>\n",
       "      <td>葫芦岛</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>抚顺</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>16.67</td>\n",
       "      <td>83.33</td>\n",
       "      <td>朝阳市</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>丹东</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>沈阳</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>鞍山</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>锦州</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>盘锦</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>阜新</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>本溪</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>辽阳</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>营口</td>\n",
       "      <td>辽宁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>青浦</td>\n",
       "      <td>上海</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0</td>\n",
       "      <td>113</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>112</td>\n",
       "      <td>0.88</td>\n",
       "      <td>99.12</td>\n",
       "      <td>外地来沪</td>\n",
       "      <td>上海</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>4.55</td>\n",
       "      <td>95.45</td>\n",
       "      <td>宝山</td>\n",
       "      <td>上海</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>黑河</td>\n",
       "      <td>黑龙江</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>49</td>\n",
       "      <td>5.77</td>\n",
       "      <td>94.23</td>\n",
       "      <td>双鸭山</td>\n",
       "      <td>黑龙江</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>43</td>\n",
       "      <td>8.51</td>\n",
       "      <td>91.49</td>\n",
       "      <td>绥化</td>\n",
       "      <td>黑龙江</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>鹤岗</td>\n",
       "      <td>黑龙江</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>七台河</td>\n",
       "      <td>黑龙江</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>鸡西</td>\n",
       "      <td>黑龙江</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>伊春</td>\n",
       "      <td>黑龙江</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>佳木斯</td>\n",
       "      <td>黑龙江</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>银川</td>\n",
       "      <td>宁夏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>吴忠</td>\n",
       "      <td>宁夏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>固原</td>\n",
       "      <td>宁夏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>中卫</td>\n",
       "      <td>宁夏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>石嘴山</td>\n",
       "      <td>宁夏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>宁东管委会</td>\n",
       "      <td>宁夏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>宣城</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>池州</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>0</td>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>108</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>亳州</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>六安</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>宿州</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>0</td>\n",
       "      <td>155</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>155</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>阜阳</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>滁州</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>黄山</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>0</td>\n",
       "      <td>83</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>83</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>安庆</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>铜陵</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>淮北</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>马鞍山</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>淮南</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>0</td>\n",
       "      <td>160</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>155</td>\n",
       "      <td>3.12</td>\n",
       "      <td>96.88</td>\n",
       "      <td>蚌埠</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>芜湖</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>0</td>\n",
       "      <td>174</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>173</td>\n",
       "      <td>0.57</td>\n",
       "      <td>99.43</td>\n",
       "      <td>合肥</td>\n",
       "      <td>安徽</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>421 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     现有确诊  累计确诊  疑似病例  累计死亡  累计治愈    死亡率     治愈率     城市  省份\n",
       "1     634   716     0     0    82   0.00   11.45   乌鲁木齐  新疆\n",
       "2       1     2     0     0     1   0.00   50.00     喀什  新疆\n",
       "3       1     5     0     0     4   0.00   80.00    昌吉州  新疆\n",
       "5       0    10     0     1     9  10.00   90.00  兵团第四师  新疆\n",
       "6       0     3     0     0     3   0.00  100.00    吐鲁番  新疆\n",
       "..    ...   ...   ...   ...   ...    ...     ...    ...  ..\n",
       "457     0    38     0     0    38   0.00  100.00    马鞍山  安徽\n",
       "458     0    27     0     0    27   0.00  100.00     淮南  安徽\n",
       "459     0   160     0     5   155   3.12   96.88     蚌埠  安徽\n",
       "460     0    34     0     0    34   0.00  100.00     芜湖  安徽\n",
       "461     0   174     0     1   173   0.57   99.43     合肥  安徽\n",
       "\n",
       "[421 rows x 9 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###数据处理\n",
    "###删除'地区待确认'的行\n",
    "data=city_data.loc[city_data['城市']!='地区待确认',:]\n",
    "data\n",
    "#####删除'境外输入'的行\n",
    "data=data.loc[data['城市']!='境外输入',:]\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
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       "                {\n",
       "                    \"name\": \"\\u5b9c\\u6625\",\n",
       "                    \"value\": 106\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9e70\\u6f6d\",\n",
       "                    \"value\": 18\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u666f\\u5fb7\\u9547\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d63\\u6c5f\\u65b0\\u533a\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d35\\u9633\",\n",
       "                    \"value\": 36\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9075\\u4e49\",\n",
       "                    \"value\": 32\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u516d\\u76d8\\u6c34\",\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6bd5\\u8282\",\n",
       "                    \"value\": 23\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ed4\\u5357\\u5dde\",\n",
       "                    \"value\": 17\n",
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       "                {\n",
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       "                    \"value\": 4\n",
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       "                {\n",
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       "                    \"value\": 10\n",
       "                },\n",
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       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
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       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
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       "                    \"value\": 55\n",
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       "                {\n",
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       "                    \"value\": 39\n",
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       "                {\n",
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       "                    \"value\": 3\n",
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       "                {\n",
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       "                    \"value\": 13\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6f84\\u8fc8\\u53bf\",\n",
       "                    \"value\": 9\n",
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       "                {\n",
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       "                    \"value\": 7\n",
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       "                    \"value\": 3\n",
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       "                    \"value\": 6\n",
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       "                {\n",
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       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9675\\u6c34\\u53bf\",\n",
       "                    \"value\": 4\n",
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       "                {\n",
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       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6587\\u660c\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b9a\\u5b89\\u53bf\",\n",
       "                    \"value\": 3\n",
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       "                {\n",
       "                    \"name\": \"\\u743c\\u4e2d\\u53bf\",\n",
       "                    \"value\": 1\n",
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       "                {\n",
       "                    \"name\": \"\\u62c9\\u8428\",\n",
       "                    \"value\": 1\n",
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       "                    \"value\": 9\n",
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       "                {\n",
       "                    \"name\": \"\\u7da6\\u6c5f\\u533a\",\n",
       "                    \"value\": 23\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u957f\\u5bff\\u533a\",\n",
       "                    \"value\": 22\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u8db3\\u533a\",\n",
       "                    \"value\": 14\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6c99\\u576a\\u575d\\u533a\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6f7c\\u5357\\u533a\",\n",
       "                    \"value\": 18\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e30\\u90fd\\u53bf\",\n",
       "                    \"value\": 10\n",
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       "                {\n",
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       "                    \"value\": 28\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u94dc\\u6881\\u533a\",\n",
       "                    \"value\": 10\n",
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       "                    \"value\": 21\n",
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       "                    \"name\": \"\\u4e07\\u5dde\\u533a\",\n",
       "                    \"value\": 118\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e24\\u6c5f\\u65b0\\u533a\",\n",
       "                    \"value\": 17\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5df4\\u5357\\u533a\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6e1d\\u4e2d\\u533a\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u57ab\\u6c5f\\u53bf\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e91\\u9633\\u53bf\",\n",
       "                    \"value\": 25\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5949\\u8282\\u53bf\",\n",
       "                    \"value\": 22\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u77f3\\u67f1\\u53bf\",\n",
       "                    \"value\": 15\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6daa\\u9675\\u533a\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6e1d\\u5317\\u533a\",\n",
       "                    \"value\": 17\n",
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       "                {\n",
       "                    \"name\": \"\\u5f6d\\u6c34\\u53bf\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5fe0\\u53bf\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5f00\\u5dde\\u533a\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5408\\u5ddd\\u533a\",\n",
       "                    \"value\": 23\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u6e21\\u53e3\\u533a\",\n",
       "                    \"value\": 7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5deb\\u6eaa\\u53bf\",\n",
       "                    \"value\": 14\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5deb\\u5c71\\u53bf\",\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e07\\u76db\\u7ecf\\u5f00\\u533a\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u74a7\\u5c71\\u533a\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9149\\u9633\\u53bf\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u65b0\\u533a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6c38\\u5ddd\\u533a\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6c5f\\u6d25\\u533a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6b66\\u9686\\u533a\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6881\\u5e73\\u533a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u57ce\\u53e3\\u53bf\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ed4\\u6c5f\\u533a\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u79c0\\u5c71\\u53bf\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c8\\u5c14\\u6ee8\",\n",
       "                    \"value\": 264\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7261\\u4e39\\u6c5f\",\n",
       "                    \"value\": 25\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u5e86\",\n",
       "                    \"value\": 27\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9f50\\u9f50\\u54c8\\u5c14\",\n",
       "                    \"value\": 43\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u5174\\u5b89\\u5cad\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ed1\\u6cb3\",\n",
       "                    \"value\": 14\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u53cc\\u9e2d\\u5c71\",\n",
       "                    \"value\": 52\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7ee5\\u5316\",\n",
       "                    \"value\": 47\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9e64\\u5c97\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e03\\u53f0\\u6cb3\",\n",
       "                    \"value\": 17\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9e21\\u897f\",\n",
       "                    \"value\": 46\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4f0a\\u6625\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4f73\\u6728\\u65af\",\n",
       "                    \"value\": 15\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u94f6\\u5ddd\",\n",
       "                    \"value\": 34\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5434\\u5fe0\",\n",
       "                    \"value\": 28\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u56fa\\u539f\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e2d\\u536b\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u77f3\\u5634\\u5c71\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b81\\u4e1c\\u7ba1\\u59d4\\u4f1a\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5ba3\\u57ce\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6c60\\u5dde\",\n",
       "                    \"value\": 17\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eb3\\u5dde\",\n",
       "                    \"value\": 108\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u516d\\u5b89\",\n",
       "                    \"value\": 69\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5bbf\\u5dde\",\n",
       "                    \"value\": 41\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u961c\\u9633\",\n",
       "                    \"value\": 155\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6ec1\\u5dde\",\n",
       "                    \"value\": 13\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u5c71\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b89\\u5e86\",\n",
       "                    \"value\": 83\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u94dc\\u9675\",\n",
       "                    \"value\": 29\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6dee\\u5317\",\n",
       "                    \"value\": 27\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9a6c\\u978d\\u5c71\",\n",
       "                    \"value\": 38\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6dee\\u5357\",\n",
       "                    \"value\": 27\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u868c\\u57e0\",\n",
       "                    \"value\": 160\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u829c\\u6e56\",\n",
       "                    \"value\": 34\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5408\\u80a5\",\n",
       "                    \"value\": 174\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"zoom\": 1,\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"formatter\": \"{b}: {c}\",\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5168\\u56fd\\u5730\\u5e02\\u7ea7\\u75ab\\u60c5\\u5206\\u5e03\\u56fe\\uff08\\u7d2f\\u8ba1\\u786e\\u8bca\\uff09\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"piecewise\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"top\": \"center\",\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 14,\n",
       "        \"borderWidth\": 0,\n",
       "        \"pieces\": [\n",
       "            {\n",
       "                \"min\": 5000,\n",
       "                \"color\": \"#7f1818\"\n",
       "            },\n",
       "            {\n",
       "                \"min\": 1000,\n",
       "                \"max\": 4999\n",
       "            },\n",
       "            {\n",
       "                \"min\": 500,\n",
       "                \"max\": 999\n",
       "            },\n",
       "            {\n",
       "                \"min\": 300,\n",
       "                \"max\": 499\n",
       "            },\n",
       "            {\n",
       "                \"min\": 100,\n",
       "                \"max\": 299\n",
       "            },\n",
       "            {\n",
       "                \"min\": 50,\n",
       "                \"max\": 99\n",
       "            },\n",
       "            {\n",
       "                \"min\": 0,\n",
       "                \"max\": 49\n",
       "            }\n",
       "        ]\n",
       "    }\n",
       "};\n",
       "                chart_daead615d8e3445383ab3729358a7c3e.setOption(option_daead615d8e3445383ab3729358a7c3e);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1fe08cbe048>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###国内地市级疫情分布图（累计确诊）\n",
    "list_data = zip(list(data['城市']), list(data['累计确诊']))\n",
    "m=(\n",
    "    Map(init_opts=opts.InitOpts(width='1300px',height='800px'))\n",
    "    .add('', list_data, 'china-cities',label_opts=opts.LabelOpts(is_show=False))\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title='全国地市级疫情分布图（累计确诊）'),\n",
    "        tooltip_opts=opts.TooltipOpts(formatter='{b}: {c}'),\n",
    "        visualmap_opts=opts.VisualMapOpts(is_piecewise=True,  # 是否为分段型\n",
    "                                          pos_top='center',\n",
    "                                          pieces=[\n",
    "                                              {'min': 5000, 'color': '#7f1818'},  # 不指定 max\n",
    "                                              {'min': 1000, 'max': 4999},\n",
    "                                              {'min': 500, 'max': 999},\n",
    "                                              {'min': 300, 'max': 499},\n",
    "                                              {'min': 100, 'max': 299},\n",
    "                                              {'min': 50, 'max': 99},\n",
    "                                              {'min': 0, 'max': 49}],\n",
    "                                          ),\n",
    "        )\n",
    ")\n",
    "m.render('全国地市级疫情地理分布图（累计确诊）.html')\n",
    "m.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###通过上图，全国地市级疫情地理分布图（累计确诊），可以看出全国大部分地区累计确诊人数都在0-49之间\n",
    "##湖北武汉累计确诊人数最高，达到5000以上，其周边地市级累计确诊人数较高，达到500-4000之间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min', 'china-cities':'https://assets.pyecharts.org/assets/maps/china-cities'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"1e1986426edb4de78b2e0ac59b296a27\" style=\"width:1300px; height:800px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'china-cities'], function(echarts) {\n",
       "                var chart_1e1986426edb4de78b2e0ac59b296a27 = echarts.init(\n",
       "                    document.getElementById('1e1986426edb4de78b2e0ac59b296a27'), 'white', {renderer: 'canvas'});\n",
       "                var option_1e1986426edb4de78b2e0ac59b296a27 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
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       "                    \"name\": \"\\u4e34\\u6c7e\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9633\\u6cc9\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5415\\u6881\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65b0\\u4f59\",\n",
       "                    \"value\": 129\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d63\\u5dde\",\n",
       "                    \"value\": 73\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e5d\\u6c5f\",\n",
       "                    \"value\": 116\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5357\\u660c\",\n",
       "                    \"value\": 230\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e0a\\u9976\",\n",
       "                    \"value\": 123\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u629a\\u5dde\",\n",
       "                    \"value\": 72\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5409\\u5b89\",\n",
       "                    \"value\": 22\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u840d\\u4e61\",\n",
       "                    \"value\": 33\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b9c\\u6625\",\n",
       "                    \"value\": 106\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9e70\\u6f6d\",\n",
       "                    \"value\": 18\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u666f\\u5fb7\\u9547\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d63\\u6c5f\\u65b0\\u533a\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d35\\u9633\",\n",
       "                    \"value\": 35\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9075\\u4e49\",\n",
       "                    \"value\": 32\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u516d\\u76d8\\u6c34\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6bd5\\u8282\",\n",
       "                    \"value\": 23\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ed4\\u5357\\u5dde\",\n",
       "                    \"value\": 17\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b89\\u987a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
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       "                    \"value\": 10\n",
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       "                {\n",
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       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ed4\\u897f\\u5357\\u5dde\",\n",
       "                    \"value\": 4\n",
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       "                {\n",
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       "                    \"value\": 54\n",
       "                },\n",
       "                {\n",
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       "                    \"value\": 39\n",
       "                },\n",
       "                {\n",
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       "                    \"value\": 14\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e1c\\u65b9\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e07\\u5b81\",\n",
       "                    \"value\": 13\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6f84\\u8fc8\\u53bf\",\n",
       "                    \"value\": 8\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u660c\\u6c5f\\u53bf\",\n",
       "                    \"value\": 7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4fdd\\u4ead\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u743c\\u6d77\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e34\\u9ad8\\u53bf\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9675\\u6c34\\u53bf\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e50\\u4e1c\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6587\\u660c\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b9a\\u5b89\\u53bf\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u743c\\u4e2d\\u53bf\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u62c9\\u8428\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8363\\u660c\\u533a\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7da6\\u6c5f\\u533a\",\n",
       "                    \"value\": 23\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u957f\\u5bff\\u533a\",\n",
       "                    \"value\": 22\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u8db3\\u533a\",\n",
       "                    \"value\": 14\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6c99\\u576a\\u575d\\u533a\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6f7c\\u5357\\u533a\",\n",
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       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e30\\u90fd\\u53bf\",\n",
       "                    \"value\": 10\n",
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       "                {\n",
       "                    \"name\": \"\\u6c5f\\u5317\\u533a\",\n",
       "                    \"value\": 28\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u94dc\\u6881\\u533a\",\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5357\\u5cb8\\u533a\",\n",
       "                    \"value\": 15\n",
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       "                {\n",
       "                    \"name\": \"\\u4e5d\\u9f99\\u5761\\u533a\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e07\\u5dde\\u533a\",\n",
       "                    \"value\": 114\n",
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       "                {\n",
       "                    \"name\": \"\\u4e24\\u6c5f\\u65b0\\u533a\",\n",
       "                    \"value\": 17\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5df4\\u5357\\u533a\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6e1d\\u4e2d\\u533a\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u57ab\\u6c5f\\u53bf\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e91\\u9633\\u53bf\",\n",
       "                    \"value\": 25\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5949\\u8282\\u53bf\",\n",
       "                    \"value\": 22\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u77f3\\u67f1\\u53bf\",\n",
       "                    \"value\": 15\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6daa\\u9675\\u533a\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6e1d\\u5317\\u533a\",\n",
       "                    \"value\": 17\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5f6d\\u6c34\\u53bf\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5fe0\\u53bf\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5f00\\u5dde\\u533a\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5408\\u5ddd\\u533a\",\n",
       "                    \"value\": 23\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u6e21\\u53e3\\u533a\",\n",
       "                    \"value\": 7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5deb\\u6eaa\\u53bf\",\n",
       "                    \"value\": 14\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5deb\\u5c71\\u53bf\",\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e07\\u76db\\u7ecf\\u5f00\\u533a\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u74a7\\u5c71\\u533a\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9149\\u9633\\u53bf\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u65b0\\u533a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6c38\\u5ddd\\u533a\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6c5f\\u6d25\\u533a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6b66\\u9686\\u533a\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6881\\u5e73\\u533a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u57ce\\u53e3\\u53bf\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ed4\\u6c5f\\u533a\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u79c0\\u5c71\\u53bf\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c8\\u5c14\\u6ee8\",\n",
       "                    \"value\": 260\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7261\\u4e39\\u6c5f\",\n",
       "                    \"value\": 25\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u5e86\",\n",
       "                    \"value\": 26\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9f50\\u9f50\\u54c8\\u5c14\",\n",
       "                    \"value\": 42\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u5174\\u5b89\\u5cad\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ed1\\u6cb3\",\n",
       "                    \"value\": 14\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u53cc\\u9e2d\\u5c71\",\n",
       "                    \"value\": 49\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7ee5\\u5316\",\n",
       "                    \"value\": 43\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9e64\\u5c97\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e03\\u53f0\\u6cb3\",\n",
       "                    \"value\": 17\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9e21\\u897f\",\n",
       "                    \"value\": 46\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4f0a\\u6625\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4f73\\u6728\\u65af\",\n",
       "                    \"value\": 15\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u94f6\\u5ddd\",\n",
       "                    \"value\": 34\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5434\\u5fe0\",\n",
       "                    \"value\": 28\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u56fa\\u539f\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e2d\\u536b\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u77f3\\u5634\\u5c71\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b81\\u4e1c\\u7ba1\\u59d4\\u4f1a\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5ba3\\u57ce\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6c60\\u5dde\",\n",
       "                    \"value\": 17\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eb3\\u5dde\",\n",
       "                    \"value\": 108\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u516d\\u5b89\",\n",
       "                    \"value\": 69\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5bbf\\u5dde\",\n",
       "                    \"value\": 41\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u961c\\u9633\",\n",
       "                    \"value\": 155\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6ec1\\u5dde\",\n",
       "                    \"value\": 13\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u5c71\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b89\\u5e86\",\n",
       "                    \"value\": 83\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u94dc\\u9675\",\n",
       "                    \"value\": 29\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6dee\\u5317\",\n",
       "                    \"value\": 27\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9a6c\\u978d\\u5c71\",\n",
       "                    \"value\": 38\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6dee\\u5357\",\n",
       "                    \"value\": 27\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u868c\\u57e0\",\n",
       "                    \"value\": 155\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u829c\\u6e56\",\n",
       "                    \"value\": 34\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5408\\u80a5\",\n",
       "                    \"value\": 173\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"zoom\": 1,\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"formatter\": \"{b}: {c}\",\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5168\\u56fd\\u5730\\u5e02\\u7ea7\\u75ab\\u60c5\\u5206\\u5e03\\u56fe\\uff08\\u7d2f\\u8ba1\\u6cbb\\u6108\\uff09\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"piecewise\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"top\": \"center\",\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 14,\n",
       "        \"borderWidth\": 0,\n",
       "        \"pieces\": [\n",
       "            {\n",
       "                \"min\": 5000,\n",
       "                \"color\": \"#AAAAAA\"\n",
       "            },\n",
       "            {\n",
       "                \"min\": 1000,\n",
       "                \"max\": 4999\n",
       "            },\n",
       "            {\n",
       "                \"min\": 500,\n",
       "                \"max\": 999\n",
       "            },\n",
       "            {\n",
       "                \"min\": 300,\n",
       "                \"max\": 499\n",
       "            },\n",
       "            {\n",
       "                \"min\": 100,\n",
       "                \"max\": 299\n",
       "            },\n",
       "            {\n",
       "                \"min\": 50,\n",
       "                \"max\": 99\n",
       "            },\n",
       "            {\n",
       "                \"min\": 0,\n",
       "                \"max\": 49\n",
       "            }\n",
       "        ]\n",
       "    }\n",
       "};\n",
       "                chart_1e1986426edb4de78b2e0ac59b296a27.setOption(option_1e1986426edb4de78b2e0ac59b296a27);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1fe08d1ca90>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###国内地市级疫情分布图（累计治愈）\n",
    "list_data = zip(list(data['城市']), list(data['累计治愈']))\n",
    "m=(\n",
    "    Map(init_opts=opts.InitOpts(width='1300px',height='800px'))\n",
    "    .add('', list_data, 'china-cities',label_opts=opts.LabelOpts(is_show=False))\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title='全国地市级疫情分布图（累计治愈）'),\n",
    "        tooltip_opts=opts.TooltipOpts(formatter='{b}: {c}'),\n",
    "        visualmap_opts=opts.VisualMapOpts(is_piecewise=True,  # 是否为分段型\n",
    "                                          pos_top='center',\n",
    "                                          pieces=[\n",
    "                                              {'min': 5000, 'color': '#AAAAAA'},  # 不指定 max\n",
    "                                              {'min': 1000, 'max': 4999},\n",
    "                                              {'min': 500, 'max': 999},\n",
    "                                              {'min': 300, 'max': 499},\n",
    "                                              {'min': 100, 'max': 299},\n",
    "                                              {'min': 50, 'max': 99},\n",
    "                                              {'min': 0, 'max': 49}],\n",
    "                                          ),\n",
    "        )\n",
    ")\n",
    "m.render('全国地市级疫情地理分布图（累计治愈）.html')\n",
    "m.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min', 'china-cities':'https://assets.pyecharts.org/assets/maps/china-cities'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"692dff5c2f3b4a3187295f1fbc2e6e35\" style=\"width:1300px; height:800px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'china-cities'], function(echarts) {\n",
       "                var chart_692dff5c2f3b4a3187295f1fbc2e6e35 = echarts.init(\n",
       "                    document.getElementById('692dff5c2f3b4a3187295f1fbc2e6e35'), 'white', {renderer: 'canvas'});\n",
       "                var option_692dff5c2f3b4a3187295f1fbc2e6e35 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
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       "    \"animationDurationUpdate\": 300,\n",
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       "            \"label\": {\n",
       "                \"show\": false,\n",
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       "            {\n",
       "                \"min\": 9.0,\n",
       "                \"max\": 9.99\n",
       "            },\n",
       "            {\n",
       "                \"min\": 8.0,\n",
       "                \"max\": 8.99\n",
       "            },\n",
       "            {\n",
       "                \"min\": 7.0,\n",
       "                \"max\": 7.99\n",
       "            },\n",
       "            {\n",
       "                \"min\": 6.0,\n",
       "                \"max\": 6.99\n",
       "            },\n",
       "            {\n",
       "                \"min\": 5.0,\n",
       "                \"max\": 5.99\n",
       "            },\n",
       "            {\n",
       "                \"min\": 4.0,\n",
       "                \"max\": 4.99\n",
       "            },\n",
       "            {\n",
       "                \"min\": 3.0,\n",
       "                \"max\": 3.99\n",
       "            },\n",
       "            {\n",
       "                \"min\": 2.0,\n",
       "                \"max\": 2.99\n",
       "            },\n",
       "            {\n",
       "                \"min\": 1.0,\n",
       "                \"max\": 1.99\n",
       "            },\n",
       "            {\n",
       "                \"min\": 0.0,\n",
       "                \"max\": 0.99\n",
       "            }\n",
       "        ]\n",
       "    }\n",
       "};\n",
       "                chart_692dff5c2f3b4a3187295f1fbc2e6e35.setOption(option_692dff5c2f3b4a3187295f1fbc2e6e35);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1fe08d1c940>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###国内地市级疫情分布图（死亡率）\n",
    "list_data = zip(list(data['城市']), list(data['死亡率']))\n",
    "m=(\n",
    "    Map(init_opts=opts.InitOpts(width='1300px',height='800px'))\n",
    "    .add('', list_data, 'china-cities',label_opts=opts.LabelOpts(is_show=False))\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title='全国地市级疫情分布图（死亡率）'),\n",
    "        tooltip_opts=opts.TooltipOpts(formatter='{b}: {c}'),\n",
    "        visualmap_opts=opts.VisualMapOpts(is_piecewise=True,  # 是否为分段型\n",
    "                                          pos_top='center',\n",
    "                                          pieces=[\n",
    "                                              {'min': 10.00, 'color': '#AAAAAA'},  # 不指定 max\n",
    "                                              {'min': 9.00, 'max': 9.99},\n",
    "                                              {'min': 8.00, 'max': 8.99},\n",
    "                                              {'min': 7.00, 'max': 7.99},\n",
    "                                              {'min': 6.00, 'max': 6.99},\n",
    "                                              {'min': 5.00, 'max': 5.99},\n",
    "                                              {'min': 4.00, 'max': 4.99},\n",
    "                                              {'min': 3.00, 'max': 3.99},\n",
    "                                              {'min': 2.00, 'max': 2.99},\n",
    "                                              {'min': 1.00, 'max': 1.99},\n",
    "                                              {'min': 0.00, 'max': 0.99}],\n",
    "                                          ),\n",
    "        )\n",
    ")\n",
    "m.render('全国地市级疫情地理分布图（死亡率）.html')\n",
    "m.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#全国地市级疫情地理分布图（死亡率）可以看出，全国绝大多数地区死亡率低于1%\n",
    "###武汉死亡率最高，达到7.69%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min', 'china-cities':'https://assets.pyecharts.org/assets/maps/china-cities'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"fec120fae96a46d19d6b916c50a8bedd\" style=\"width:1300px; height:800px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'china-cities'], function(echarts) {\n",
       "                var chart_fec120fae96a46d19d6b916c50a8bedd = echarts.init(\n",
       "                    document.getElementById('fec120fae96a46d19d6b916c50a8bedd'), 'white', {renderer: 'canvas'});\n",
       "                var option_fec120fae96a46d19d6b916c50a8bedd = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
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       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
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       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
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       "            \"mapType\": \"china-cities\",\n",
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       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eb3\\u5dde\",\n",
       "                    \"value\": 100.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u516d\\u5b89\",\n",
       "                    \"value\": 100.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5bbf\\u5dde\",\n",
       "                    \"value\": 100.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u961c\\u9633\",\n",
       "                    \"value\": 100.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6ec1\\u5dde\",\n",
       "                    \"value\": 100.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u5c71\",\n",
       "                    \"value\": 100.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b89\\u5e86\",\n",
       "                    \"value\": 100.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u94dc\\u9675\",\n",
       "                    \"value\": 100.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6dee\\u5317\",\n",
       "                    \"value\": 100.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9a6c\\u978d\\u5c71\",\n",
       "                    \"value\": 100.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6dee\\u5357\",\n",
       "                    \"value\": 100.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u868c\\u57e0\",\n",
       "                    \"value\": 96.88\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u829c\\u6e56\",\n",
       "                    \"value\": 100.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5408\\u80a5\",\n",
       "                    \"value\": 99.43\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"zoom\": 1,\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"formatter\": \"{b}: {c}\",\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5168\\u56fd\\u5730\\u5e02\\u7ea7\\u75ab\\u60c5\\u5206\\u5e03\\u56fe\\uff08\\u6cbb\\u6108\\u7387\\uff09\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"piecewise\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"top\": \"center\",\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 14,\n",
       "        \"borderWidth\": 0,\n",
       "        \"pieces\": [\n",
       "            {\n",
       "                \"min\": 95,\n",
       "                \"color\": \"#C71585\"\n",
       "            },\n",
       "            {\n",
       "                \"min\": 90,\n",
       "                \"max\": 94\n",
       "            },\n",
       "            {\n",
       "                \"min\": 85,\n",
       "                \"max\": 89\n",
       "            },\n",
       "            {\n",
       "                \"min\": 80.0,\n",
       "                \"max\": 84\n",
       "            },\n",
       "            {\n",
       "                \"min\": 75,\n",
       "                \"max\": 79\n",
       "            },\n",
       "            {\n",
       "                \"min\": 70,\n",
       "                \"max\": 74\n",
       "            },\n",
       "            {\n",
       "                \"min\": 65,\n",
       "                \"max\": 69\n",
       "            },\n",
       "            {\n",
       "                \"min\": 60,\n",
       "                \"max\": 64\n",
       "            },\n",
       "            {\n",
       "                \"min\": 0,\n",
       "                \"max\": 59\n",
       "            }\n",
       "        ]\n",
       "    }\n",
       "};\n",
       "                chart_fec120fae96a46d19d6b916c50a8bedd.setOption(option_fec120fae96a46d19d6b916c50a8bedd);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1fe08d30588>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###国内地市级疫情分布图（治愈率）\n",
    "list_data = zip(list(data['城市']), list(data['治愈率']))\n",
    "m=(\n",
    "    Map(init_opts=opts.InitOpts(width='1300px',height='800px'))\n",
    "    .add('', list_data, 'china-cities',label_opts=opts.LabelOpts(is_show=False))\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title='全国地市级疫情分布图（治愈率）'),\n",
    "        tooltip_opts=opts.TooltipOpts(formatter='{b}: {c}'),\n",
    "        visualmap_opts=opts.VisualMapOpts(is_piecewise=True,  # 是否为分段型\n",
    "                                          pos_top='center',\n",
    "                                          pieces=[\n",
    "                                              {'min': 95, 'color': '#C71585'},  # 不指定 max\n",
    "                                              {'min': 90, 'max': 94},\n",
    "                                              {'min': 85, 'max': 89},\n",
    "                                              {'min': 80., 'max': 84},\n",
    "                                              {'min': 75, 'max': 79},\n",
    "                                              {'min': 70, 'max': 74},\n",
    "                                              {'min': 65, 'max': 69},\n",
    "                                              {'min': 60, 'max': 64},\n",
    "                                              {'min': 0, 'max': 59}],\n",
    "                                          ),\n",
    "        )\n",
    ")\n",
    "m.render('全国地市级疫情地理分布图（治愈率）.html')\n",
    "m.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###从全国地市级疫情地理分布图（治愈率）可以看出，全国 绝大多数地市级治愈率都在95%以上\n",
    "###大连，乌鲁木齐，喀什治愈率低于50%，其中大连的治愈率治愈17.27%，乌鲁木齐的治愈率只有11.45%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##安徽省地市级疫情地理分布图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min', '安徽':'https://assets.pyecharts.org/assets/maps/anhui'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"b51a09fecccd42e89bc4ca210c2a9d23\" style=\"width:1300px; height:800px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '安徽'], function(echarts) {\n",
       "                var chart_b51a09fecccd42e89bc4ca210c2a9d23 = echarts.init(\n",
       "                    document.getElementById('b51a09fecccd42e89bc4ca210c2a9d23'), 'white', {renderer: 'canvas'});\n",
       "                var option_b51a09fecccd42e89bc4ca210c2a9d23 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"mapType\": \"\\u5b89\\u5fbd\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u6c60\\u5dde\\u5e02\",\n",
       "                    \"value\": 17\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eb3\\u5dde\\u5e02\",\n",
       "                    \"value\": 108\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u516d\\u5b89\\u5e02\",\n",
       "                    \"value\": 69\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5bbf\\u5dde\\u5e02\",\n",
       "                    \"value\": 41\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u961c\\u9633\\u5e02\",\n",
       "                    \"value\": 155\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6ec1\\u5dde\\u5e02\",\n",
       "                    \"value\": 13\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u5c71\\u5e02\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b89\\u5e86\\u5e02\",\n",
       "                    \"value\": 83\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u94dc\\u9675\\u5e02\",\n",
       "                    \"value\": 29\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6dee\\u5317\\u5e02\",\n",
       "                    \"value\": 27\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9a6c\\u978d\\u5c71\\u5e02\",\n",
       "                    \"value\": 38\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6dee\\u5357\\u5e02\",\n",
       "                    \"value\": 27\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u868c\\u57e0\\u5e02\",\n",
       "                    \"value\": 160\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u829c\\u6e56\\u5e02\",\n",
       "                    \"value\": 34\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5408\\u80a5\\u5e02\",\n",
       "                    \"value\": 174\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"zoom\": 1,\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5b89\\u5fbd\\u7701\\u5730\\u5e02\\u7ea7\\u75ab\\u60c5\\u5206\\u5e03\\u56fe\\uff08\\u7d2f\\u8ba1\\u786e\\u8bca\\uff09\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"piecewise\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 14,\n",
       "        \"borderWidth\": 0,\n",
       "        \"pieces\": [\n",
       "            {\n",
       "                \"max\": 1000,\n",
       "                \"min\": 150,\n",
       "                \"label\": \">150\",\n",
       "                \"color\": \"#C71585\"\n",
       "            },\n",
       "            {\n",
       "                \"max\": 149,\n",
       "                \"min\": 100,\n",
       "                \"label\": \"100-149\",\n",
       "                \"color\": \"#B40404\"\n",
       "            },\n",
       "            {\n",
       "                \"max\": 99,\n",
       "                \"min\": 50,\n",
       "                \"label\": \"50-99\",\n",
       "                \"color\": \"#DF0101\"\n",
       "            },\n",
       "            {\n",
       "                \"max\": 49,\n",
       "                \"min\": 10,\n",
       "                \"label\": \"10-49\",\n",
       "                \"color\": \"#F5A9A9\"\n",
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       "            {\n",
       "                \"max\": 9,\n",
       "                \"min\": 1,\n",
       "                \"label\": \"1-9\",\n",
       "                \"color\": \"#AAAAAA\"\n",
       "            }\n",
       "        ]\n",
       "    }\n",
       "};\n",
       "                chart_b51a09fecccd42e89bc4ca210c2a9d23.setOption(option_b51a09fecccd42e89bc4ca210c2a9d23);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1fe08d3b128>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##安徽省地市级疫情分布图（累计确诊）\n",
    "anhui_data = data.loc[data['省份']=='安徽',:][1:]\n",
    "anhui_data['城市'] = anhui_data['城市'].apply(lambda x:x+'市')\n",
    "a=(\n",
    "    Map(init_opts=opts.InitOpts(width='1300px',height='800px'))\n",
    "    .add('',[(i,int(j)) for i,j in zip(anhui_data['城市'].values, anhui_data['累计确诊'].values)],'安徽')\n",
    "    .set_global_opts(visualmap_opts=opts.VisualMapOpts(\n",
    "                        is_piecewise=True,\n",
    "                        pieces=[\n",
    "                                {\"max\": 1000, \"min\": 150, \"label\": \">150\", \"color\": \"#C71585\"},\n",
    "                                {\"max\": 149, \"min\": 100, \"label\": \"100-149\", \"color\": \"#B40404\"},\n",
    "                                {\"max\": 99, \"min\": 50, \"label\": \"50-99\", \"color\": \"#DF0101\"},\n",
    "                                {\"max\": 49, \"min\": 10, \"label\": \"10-49\", \"color\": \"#F5A9A9\"},\n",
    "                                {\"max\": 9, \"min\": 1, \"label\": \"1-9\", \"color\": \"#AAAAAA\"},\n",
    "                                ]),\n",
    "                     title_opts=opts.TitleOpts(title='安徽省地市级疫情分布图（累计确诊）'),\n",
    "                    )\n",
    ")\n",
    "a.render('安徽省地市级疫情地理分布图（累计确诊）.html')\n",
    "a.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###从安徽省地市级疫情地理分布图（累计确诊）可以看出合肥，阜阳，蚌埠累计确诊人数超过150人，分别是174人，155人，160人\n",
    "##亳州累计确诊人数超过100，到达108人，安庆累计确诊83人，六安累计确诊69人\n",
    "###其他地市级累计确诊人数都在50以下"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min', '安徽':'https://assets.pyecharts.org/assets/maps/anhui'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"95cffc8bd0c142edaedca76ee1a8bddf\" style=\"width:1300px; height:800px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '安徽'], function(echarts) {\n",
       "                var chart_95cffc8bd0c142edaedca76ee1a8bddf = echarts.init(\n",
       "                    document.getElementById('95cffc8bd0c142edaedca76ee1a8bddf'), 'white', {renderer: 'canvas'});\n",
       "                var option_95cffc8bd0c142edaedca76ee1a8bddf = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"mapType\": \"\\u5b89\\u5fbd\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u6c60\\u5dde\\u5e02\",\n",
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       "                {\n",
       "                    \"name\": \"\\u4eb3\\u5dde\\u5e02\",\n",
       "                    \"value\": 108\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u516d\\u5b89\\u5e02\",\n",
       "                    \"value\": 69\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5bbf\\u5dde\\u5e02\",\n",
       "                    \"value\": 41\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u961c\\u9633\\u5e02\",\n",
       "                    \"value\": 155\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6ec1\\u5dde\\u5e02\",\n",
       "                    \"value\": 13\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u5c71\\u5e02\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b89\\u5e86\\u5e02\",\n",
       "                    \"value\": 83\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u94dc\\u9675\\u5e02\",\n",
       "                    \"value\": 29\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6dee\\u5317\\u5e02\",\n",
       "                    \"value\": 27\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9a6c\\u978d\\u5c71\\u5e02\",\n",
       "                    \"value\": 38\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6dee\\u5357\\u5e02\",\n",
       "                    \"value\": 27\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u868c\\u57e0\\u5e02\",\n",
       "                    \"value\": 155\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u829c\\u6e56\\u5e02\",\n",
       "                    \"value\": 34\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5408\\u80a5\\u5e02\",\n",
       "                    \"value\": 173\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"zoom\": 1,\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"formatter\": \"{b}: {c}\",\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5b89\\u5fbd\\u7701\\u5730\\u5e02\\u7ea7\\u75ab\\u60c5\\u5206\\u5e03\\u56fe\\uff08\\u7d2f\\u8ba1\\u6cbb\\u6108\\uff09\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"piecewise\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"top\": \"center\",\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 14,\n",
       "        \"borderWidth\": 0,\n",
       "        \"pieces\": [\n",
       "            {\n",
       "                \"min\": 100,\n",
       "                \"color\": \"#C71585\"\n",
       "            },\n",
       "            {\n",
       "                \"min\": 80,\n",
       "                \"max\": 99\n",
       "            },\n",
       "            {\n",
       "                \"min\": 60,\n",
       "                \"max\": 79\n",
       "            },\n",
       "            {\n",
       "                \"min\": 40,\n",
       "                \"max\": 59\n",
       "            },\n",
       "            {\n",
       "                \"min\": 20,\n",
       "                \"max\": 39\n",
       "            },\n",
       "            {\n",
       "                \"min\": 0,\n",
       "                \"max\": 19\n",
       "            }\n",
       "        ]\n",
       "    }\n",
       "};\n",
       "                chart_95cffc8bd0c142edaedca76ee1a8bddf.setOption(option_95cffc8bd0c142edaedca76ee1a8bddf);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1fe08d3b0f0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###安徽省地市级疫情地理分布图（累计治愈）\n",
    "a=(\n",
    "    Map(init_opts=opts.InitOpts(width='1300px',height='800px'))\n",
    "    .add('',[(i,int(j)) for i,j in zip(anhui_data['城市'].values, anhui_data['累计治愈'].values)],'安徽')\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title='安徽省地市级疫情分布图（累计治愈）'),\n",
    "        tooltip_opts=opts.TooltipOpts(formatter='{b}: {c}'),\n",
    "        visualmap_opts=opts.VisualMapOpts(is_piecewise=True,  # 是否为分段型\n",
    "                                          pos_top='center',\n",
    "                                          pieces=[\n",
    "                                              {'min': 100, 'color': '#C71585'},  # 不指定 max\n",
    "                                              {'min': 80, 'max': 99},\n",
    "                                              {'min': 60, 'max': 79},\n",
    "                                              {'min': 40, 'max': 59},\n",
    "                                              {'min': 20, 'max': 39},\n",
    "                                              {'min': 0, 'max': 19}],\n",
    "                                          ),\n",
    "        )\n",
    ")\n",
    "a.render('安徽省地市级疫情地理分布图（累计治愈）.html')\n",
    "a.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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